Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "4" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 93 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 89 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.127401 | -0.557817 | -0.897602 | -0.696214 | 1.450618 | 0.590629 | 1.122958 | 0.136723 | 0.7276 | 0.7025 | 0.2598 | 10.838227 | 11.910580 |
| 2459593 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.032832 | 1.711297 | -0.897985 | -0.506826 | 1.125954 | 1.859345 | 1.497446 | 0.338257 | 0.6450 | 0.6180 | 0.2191 | 6.413944 | 6.227466 |
| 2459592 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.200185 | -0.504177 | -0.337707 | -0.668480 | -0.159398 | 0.211782 | 1.798002 | -0.127997 | 0.0321 | 0.0299 | 0.0026 | nan | nan |
| 2459591 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.273502 | 3.936350 | -0.918335 | -0.001047 | 0.370316 | 1.359375 | 1.042495 | -0.525154 | 0.5298 | 0.5290 | 0.3066 | 7.543334 | 6.827031 |
| 2459590 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.321289 | 4.319101 | -0.977508 | -0.370975 | 1.544838 | 3.187611 | 2.200195 | 0.182967 | 0.5346 | 0.5300 | 0.3038 | 7.330760 | 6.836374 |
| 2459589 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.045718 | 4.762686 | -1.041469 | -0.348444 | 0.678785 | 1.446430 | 2.350012 | 1.536951 | 0.6199 | 0.5895 | 0.2382 | 7.076723 | 6.334403 |
| 2459588 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.052671 | 1.883930 | -0.711403 | -0.622410 | 3.181197 | 3.635681 | 2.473697 | 2.003917 | 0.7130 | 0.6695 | 0.2143 | 10.637787 | 10.686755 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 0.226341 | 4.262865 | -0.594812 | 0.585327 | -0.661370 | -0.596781 | 1.343364 | -0.699866 | nan | nan | nan | 16.316228 | 16.274650 |
| 2459586 | RF_maintenance | 100.00% | 1.08% | 1.08% | 0.00% | 100.00% | 0.00% | -0.109398 | 2.252723 | 0.311904 | -0.106824 | -0.127308 | 1.771662 | 4.611515 | 0.070448 | 0.5356 | 0.5321 | 0.2937 | 6.434139 | 4.666148 |
| 2459585 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.088203 | -1.462342 | 1.903832 | 0.032214 | 2.273450 | -0.199433 | 2.983103 | -0.264566 | 0.0322 | 0.0319 | 0.0016 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 33.61% | 36.61% | 0.00% | 100.00% | 0.00% | 0.185726 | 6.204706 | 0.442114 | 0.180565 | -0.065046 | 1.887514 | 0.264978 | -0.014563 | 0.4799 | 0.4801 | 0.3009 | 12.280471 | 8.577033 |
| 2459583 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459582 | RF_maintenance | 0.00% | 2.70% | 6.49% | 0.00% | 100.00% | 0.00% | 0.002806 | 3.814832 | -0.572573 | -0.402819 | -0.169820 | 1.319336 | 0.672598 | -0.240498 | 0.5213 | 0.5187 | 0.3220 | 5.826217 | 4.687816 |
| 2459581 | RF_maintenance | 100.00% | 0.00% | 2.70% | 0.00% | 100.00% | 0.00% | 0.211832 | 5.203081 | -0.159618 | -0.689942 | -0.159883 | 1.171079 | 1.646002 | 0.393579 | 0.5328 | 0.5287 | 0.3227 | 5.488624 | 4.592479 |
| 2459580 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.137052 | 3.865509 | -0.740206 | -0.569680 | 0.297020 | 1.913026 | 0.566317 | 1.466558 | 0.5395 | 0.5376 | 0.3194 | 7.347043 | 5.331627 |
| 2459579 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.187896 | 4.825331 | -0.474286 | -0.194498 | 0.149318 | 1.919662 | 3.691495 | 0.197412 | 0.5349 | 0.5330 | 0.3228 | 7.475848 | 5.673006 |
| 2459578 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.406888 | 0.002769 | -0.712624 | -0.623317 | -1.102465 | -0.667022 | -0.404196 | -0.149735 | 0.0336 | 0.0302 | 0.0024 | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.306825 | 5.071651 | -0.332772 | -0.589218 | 0.226716 | 0.891678 | 1.534376 | 1.409256 | 0.5403 | 0.5396 | 0.3189 | 5.278735 | 4.193713 |
| 2459576 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.111104 | 4.504834 | -0.116718 | 0.088119 | 0.258941 | -0.126079 | 3.882194 | 2.300522 | 0.0734 | 0.0565 | 0.0096 | 0.847328 | 0.848767 |
| 2459575 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459574 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.179410 | 0.067093 | -0.407377 | -0.469362 | 0.565758 | -1.012120 | 2.917515 | 0.061283 | 0.0692 | 0.0601 | 0.0068 | 1.202241 | 1.204141 |
| 2459573 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.002958 | 2.560338 | -0.678141 | -0.670841 | 0.082560 | 1.020293 | 3.446828 | 0.249090 | 0.0511 | 0.0556 | 0.0036 | 0.000000 | 0.000000 |
| 2459572 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459571 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.207285 | -0.047479 | -0.790002 | -0.717177 | -1.347235 | -0.425595 | -0.536705 | -0.574665 | 0.0346 | 0.0335 | 0.0045 | nan | nan |
| 2459570 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.128045 | 0.637836 | -0.224715 | -0.496828 | -0.158923 | 0.158370 | -0.121679 | -0.294399 | 0.0622 | 0.0628 | 0.0044 | 1.223873 | 1.223800 |
| 2459566 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.049661 | 3.661468 | -0.204202 | -0.439419 | 0.128201 | 1.093108 | 1.035265 | -0.603915 | 0.0700 | 0.0609 | 0.0063 | 10.547562 | 2.089856 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | -1.019629 | -1.019629 | -0.885933 | -0.885933 | -0.752740 | -0.752740 | -0.803206 | -0.803206 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.102157 | 2.431915 | 0.145606 | 0.146053 | -0.283768 | -0.754475 | 1.348326 | 1.659769 | 0.6999 | 0.6928 | 0.4091 | 4.678668 | 3.559415 |
| 2459563 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459562 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459561 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459560 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459559 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.077953 | 1.768536 | 0.090064 | -0.105147 | -0.362955 | -0.649826 | 0.183780 | 1.324100 | 0.6961 | 0.6913 | 0.3969 | 4.104007 | 3.270689 |
| 2459558 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.196822 | 2.908510 | -0.770618 | -0.588459 | 0.425373 | 1.951039 | 0.055810 | 3.816267 | 0.6976 | 0.6869 | 0.4056 | 6.004443 | 4.164010 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0353 | 0.0334 | 0.0044 | nan | nan |
| 2459556 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.326302 | 2.764536 | -0.682006 | -0.490129 | 0.554673 | 0.901441 | -0.378042 | 1.701932 | 0.7006 | 0.6933 | 0.4016 | 5.796947 | 3.953326 |
| 2459553 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.7012 | 0.6870 | 0.4120 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.616894 | 3.002191 | -0.471088 | -0.672134 | 0.909316 | 1.618405 | 0.464915 | 4.919181 | 0.7082 | 0.6947 | 0.4090 | 5.532351 | 3.488667 |
| 2459551 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.011799 | 2.028000 | 0.133135 | -0.075199 | -0.157711 | -0.424610 | 0.009298 | -0.171331 | 0.7016 | 0.6928 | 0.4052 | 4.662283 | 3.508143 |
| 2459550 | RF_maintenance | - | 99.18% | 99.18% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0459 | 0.0496 | 0.0022 | nan | nan |
| 2459549 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.062391 | 3.038967 | -0.371276 | -0.677512 | 1.191949 | 1.176908 | -0.295326 | 0.003449 | 0.7011 | 0.6917 | 0.4162 | 5.010211 | 3.925532 |
| 2459542 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.003110 | 2.935467 | 0.251699 | -0.616305 | -0.379469 | -0.220891 | -0.487201 | 1.093458 | 0.7589 | 0.7426 | 0.3743 | 5.254645 | 4.053936 |
| 2459541 | RF_maintenance | 0.00% | 1.34% | 1.79% | 0.00% | 100.00% | 0.00% | -0.003132 | 2.730188 | -0.880589 | -0.558159 | -0.457023 | -0.312617 | 0.164475 | 0.563664 | 0.7541 | 0.7309 | 0.3483 | 6.534436 | 5.595788 |
| 2459540 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459536 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.494960 | 7.739085 | 0.150771 | 0.437698 | 0.391734 | -0.414724 | -0.199106 | 2.581137 | 0.7272 | 0.7205 | 0.4337 | 6.294343 | 4.629584 |
| 2459535 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.218850 | 1.484302 | -0.091991 | -0.385124 | -0.023562 | 3.470407 | -0.090124 | 3.689629 | 0.7823 | 0.7484 | 0.3872 | 4.954311 | 3.652512 |
| 2459534 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.233301 | 1.238063 | -0.149082 | -0.598854 | 1.095988 | 3.277775 | -0.078898 | 2.405668 | 0.7764 | 0.7462 | 0.3756 | 5.659246 | 4.490279 |
| 2459533 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.253373 | 2.842997 | -0.841589 | -0.428097 | 0.703708 | 2.921743 | -0.293234 | 5.573500 | 0.7182 | 0.7039 | 0.4197 | 5.120852 | 4.146356 |
| 2459532 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.304499 | 3.267308 | -0.678803 | -0.630118 | 1.333557 | 2.636725 | -0.598193 | 2.811112 | 0.7181 | 0.7032 | 0.4201 | 5.383752 | 4.453506 |
| 2459530 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.094697 | 1.388840 | -0.002879 | -0.202580 | 0.019835 | 0.530088 | 0.018882 | 3.597127 | 0.7371 | 0.7200 | 0.4170 | 5.035434 | 3.999588 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.164765 | 2.677356 | -0.802938 | -0.361769 | 1.365492 | 1.139298 | -0.708973 | 1.145637 | 0.8928 | 0.9181 | 0.3627 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 0.215041 | 5.803863 | 0.091806 | -0.682036 | -0.637264 | 2.037543 | 0.756196 | 5.887933 | nan | nan | nan | 6.024570 | 4.846495 |
| 2459522 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.486283 | 3.933807 | -0.701113 | -0.655576 | 0.977657 | 3.379419 | 0.268663 | 7.611050 | 0.7038 | 0.6214 | 0.3966 | 6.169764 | 9.172313 |
| 2459513 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.141714 | -0.008214 | -0.621624 | -0.805065 | -0.742455 | -0.064766 | -0.341009 | -0.516421 | 0.0358 | 0.0312 | 0.0016 | nan | nan |
| 2459508 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.613993 | -0.474128 | -1.111296 | -0.639842 | -0.676805 | -0.526516 | 0.646224 | 0.500680 | 0.8941 | 0.9194 | 0.2214 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.164250 | -0.018575 | -0.427971 | 0.239079 | 0.396898 | 0.106152 | 0.822275 | 1.804857 | 0.8895 | 0.8489 | 0.2116 | 25.171787 | 17.252614 |
| 2459503 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.329442 | -0.118349 | -0.506414 | -0.862563 | 0.353219 | -0.067996 | -0.019873 | 1.999363 | 0.8356 | 0.8241 | 0.5120 | 0.000000 | 0.000000 |
| 2459501 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.299032 | -0.004276 | -0.766411 | -0.018024 | 0.121299 | 1.268773 | -0.417662 | 1.081914 | 0.1223 | 0.1088 | 0.0140 | 0.000000 | 0.000000 |
| 2459500 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.652297 | -0.089392 | -0.847481 | 0.310393 | -1.036889 | -0.535541 | -0.482795 | 0.126763 | 0.1435 | 0.1153 | 0.0148 | 0.000000 | 0.000000 |
| 2459499 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.620018 | -0.471075 | -1.108644 | 0.018010 | -1.075722 | -0.793202 | -0.397779 | 2.738850 | 0.1230 | 0.1260 | 0.0091 | 0.000000 | 0.000000 |
| 2459498 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.060619 | -0.165107 | -0.892079 | -0.300589 | -0.718374 | -0.933186 | -0.240689 | 1.753555 | 0.1447 | 0.1106 | 0.0191 | 0.000000 | 0.000000 |
| 2459497 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.151645 | -0.259086 | -0.803574 | -0.451157 | -0.853742 | -1.244196 | -0.416660 | 2.086014 | 0.1329 | 0.1478 | 0.0240 | 0.000000 | 0.000000 |
| 2459496 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.124359 | -0.331431 | -0.868484 | -0.394979 | -0.796226 | -1.162744 | -0.317683 | 0.860482 | 0.1748 | 0.1238 | 0.0205 | 0.000000 | 0.000000 |
| 2459495 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.973883 | -0.125917 | -0.049169 | -0.370087 | 0.556204 | -1.028646 | 11.745474 | 1.745105 | 0.1582 | 0.1433 | 0.0233 | 0.000000 | 0.000000 |
| 2459494 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.290585 | -0.088099 | -1.003961 | -0.018698 | -1.170008 | -1.026878 | 0.760826 | 2.525769 | 0.1553 | 0.1338 | 0.0226 | 0.000000 | 0.000000 |
| 2459492 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.604093 | 0.860874 | -1.375601 | -1.046560 | 0.082305 | 2.464153 | -0.362338 | -0.631670 | 0.7386 | 0.7929 | 0.3530 | 6.493385 | 5.022354 |
| 2459491 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.940223 | 1.547411 | -0.933520 | -0.041862 | 0.449861 | 0.963136 | -0.681220 | 0.471372 | 0.7905 | 0.8136 | 0.2769 | 6.063293 | 3.446244 |
| 2459490 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 15.311416 | 0.844035 | 8.978048 | -0.693350 | 14.243842 | 2.372402 | 75.352019 | 5.859756 | 0.6418 | 0.7896 | 0.4306 | 5.429247 | 5.089555 |
| 2459489 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.727391 | 1.218261 | -1.553171 | -0.512443 | 2.565710 | 3.441617 | 26.537398 | 3.479918 | 0.7547 | 0.8046 | 0.3238 | 10.229812 | 5.442335 |
| 2459488 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.510117 | 0.627230 | -1.195590 | -1.035769 | -0.059570 | 1.053661 | 7.434680 | -0.084680 | 0.7584 | 0.8072 | 0.3675 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | ee Temporal Discontinuties | 6.866970 | -0.447634 | 3.998787 | -0.754988 | -0.464747 | 1.237613 | 2.356012 | 6.866970 | 2.726340 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 4.257398 | -0.830819 | 4.257398 | -0.697031 | -0.377139 | 0.864369 | 1.449563 | 3.892395 | -0.149217 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 5.973736 | -0.401180 | 5.973736 | -1.079773 | -0.471266 | 0.476808 | 0.979790 | 3.486939 | 1.035391 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | ee Temporal Discontinuties | 4.838267 | -0.323961 | 1.200322 | -0.386648 | -0.812672 | 0.761100 | 0.560809 | 4.838267 | -0.205129 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | ee Temporal Discontinuties | 6.978120 | 0.032938 | 3.644793 | -0.721591 | -0.546258 | 0.715571 | 0.090515 | 6.978120 | 0.396028 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 3.565647 | -0.583905 | 3.565647 | -0.648238 | -0.381487 | 1.232555 | 1.188957 | 1.394518 | 0.163291 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 2.827818 | 2.827818 | -0.398687 | 0.369271 | -0.668203 | 2.787797 | 0.720679 | -0.044352 | 1.859401 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Temporal Variability | 3.425253 | 2.226493 | -0.381652 | 0.002398 | -0.892533 | 3.425253 | 0.643205 | -0.612032 | 0.203402 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 4.464683 | 4.464683 | 0.177723 | 0.671104 | -0.443708 | 0.952710 | -0.590091 | 1.625890 | 2.437921 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | ee Temporal Discontinuties | 2.330507 | 1.394185 | -0.470899 | 0.646650 | 0.042639 | 0.402636 | -0.739589 | 2.330507 | -0.012611 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | ee Temporal Discontinuties | 3.217588 | -0.258406 | 0.249003 | -0.920286 | -0.877185 | 1.234706 | 1.626371 | 3.217588 | 0.086757 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | ee Power | inf | 2511.111199 | 2186.375535 | inf | inf | 53750.210375 | 379087.305030 | 50783.809964 | 367149.436398 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | ee Temporal Discontinuties | 6.629131 | 3.946271 | -0.120483 | -0.006485 | -0.399760 | 2.291419 | 1.906301 | -0.386904 | 6.629131 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 4.379197 | -0.216148 | 4.379197 | -0.697984 | -0.315946 | 0.874682 | 1.962450 | 1.222839 | 1.541429 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | ee Temporal Discontinuties | 3.250977 | 2.726813 | -0.504150 | -0.204546 | -0.546138 | 0.877364 | 1.182278 | -0.431222 | 3.250977 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 3.887992 | 3.887992 | -0.649208 | -0.139792 | -0.422957 | 1.309402 | 0.662253 | 0.265983 | 1.904126 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 3.508403 | 3.508403 | -0.457485 | -0.357964 | -0.946384 | 1.444692 | 0.655852 | 2.317583 | 1.856978 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | ee Temporal Variability | 1.450618 | 0.127401 | -0.557817 | -0.897602 | -0.696214 | 1.450618 | 0.590629 | 1.122958 | 0.136723 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Temporal Variability | 1.859345 | 0.032832 | 1.711297 | -0.897985 | -0.506826 | 1.125954 | 1.859345 | 1.497446 | 0.338257 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | ee Temporal Discontinuties | 1.798002 | -0.504177 | 0.200185 | -0.668480 | -0.337707 | 0.211782 | -0.159398 | -0.127997 | 1.798002 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 3.936350 | 3.936350 | -0.273502 | -0.001047 | -0.918335 | 1.359375 | 0.370316 | -0.525154 | 1.042495 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 4.319101 | 0.321289 | 4.319101 | -0.977508 | -0.370975 | 1.544838 | 3.187611 | 2.200195 | 0.182967 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 4.762686 | 4.762686 | 0.045718 | -0.348444 | -1.041469 | 1.446430 | 0.678785 | 1.536951 | 2.350012 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Temporal Variability | 3.635681 | 0.052671 | 1.883930 | -0.711403 | -0.622410 | 3.181197 | 3.635681 | 2.473697 | 2.003917 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 4.262865 | 4.262865 | 0.226341 | 0.585327 | -0.594812 | -0.596781 | -0.661370 | -0.699866 | 1.343364 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | ee Temporal Discontinuties | 4.611515 | -0.109398 | 2.252723 | 0.311904 | -0.106824 | -0.127308 | 1.771662 | 4.611515 | 0.070448 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | ee Temporal Discontinuties | 2.983103 | 2.088203 | -1.462342 | 1.903832 | 0.032214 | 2.273450 | -0.199433 | 2.983103 | -0.264566 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 6.204706 | 0.185726 | 6.204706 | 0.442114 | 0.180565 | -0.065046 | 1.887514 | 0.264978 | -0.014563 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 3.814832 | 3.814832 | 0.002806 | -0.402819 | -0.572573 | 1.319336 | -0.169820 | -0.240498 | 0.672598 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 5.203081 | 0.211832 | 5.203081 | -0.159618 | -0.689942 | -0.159883 | 1.171079 | 1.646002 | 0.393579 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 3.865509 | 3.865509 | -0.137052 | -0.569680 | -0.740206 | 1.913026 | 0.297020 | 1.466558 | 0.566317 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 4.825331 | -0.187896 | 4.825331 | -0.474286 | -0.194498 | 0.149318 | 1.919662 | 3.691495 | 0.197412 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 0.002769 | -0.406888 | 0.002769 | -0.712624 | -0.623317 | -1.102465 | -0.667022 | -0.404196 | -0.149735 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 5.071651 | 5.071651 | 0.306825 | -0.589218 | -0.332772 | 0.891678 | 0.226716 | 1.409256 | 1.534376 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 4.504834 | 4.504834 | 0.111104 | 0.088119 | -0.116718 | -0.126079 | 0.258941 | 2.300522 | 3.882194 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | ee Temporal Discontinuties | 2.917515 | -0.179410 | 0.067093 | -0.407377 | -0.469362 | 0.565758 | -1.012120 | 2.917515 | 0.061283 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | ee Temporal Discontinuties | 3.446828 | 2.560338 | -0.002958 | -0.670841 | -0.678141 | 1.020293 | 0.082560 | 0.249090 | 3.446828 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | -0.047479 | -0.047479 | -0.207285 | -0.717177 | -0.790002 | -0.425595 | -1.347235 | -0.574665 | -0.536705 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 0.637836 | 0.637836 | -0.128045 | -0.496828 | -0.224715 | 0.158370 | -0.158923 | -0.294399 | -0.121679 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 3.661468 | 3.661468 | -0.049661 | -0.439419 | -0.204202 | 1.093108 | 0.128201 | -0.603915 | 1.035265 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Temporal Variability | -0.752740 | -1.019629 | -1.019629 | -0.885933 | -0.885933 | -0.752740 | -0.752740 | -0.803206 | -0.803206 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 2.431915 | 0.102157 | 2.431915 | 0.145606 | 0.146053 | -0.283768 | -0.754475 | 1.348326 | 1.659769 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 1.768536 | -0.077953 | 1.768536 | 0.090064 | -0.105147 | -0.362955 | -0.649826 | 0.183780 | 1.324100 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Temporal Discontinuties | 3.816267 | 2.908510 | -0.196822 | -0.588459 | -0.770618 | 1.951039 | 0.425373 | 3.816267 | 0.055810 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 2.764536 | 2.764536 | -0.326302 | -0.490129 | -0.682006 | 0.901441 | 0.554673 | 1.701932 | -0.378042 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Temporal Discontinuties | 4.919181 | 3.002191 | 0.616894 | -0.672134 | -0.471088 | 1.618405 | 0.909316 | 4.919181 | 0.464915 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 2.028000 | 2.028000 | -0.011799 | -0.075199 | 0.133135 | -0.424610 | -0.157711 | -0.171331 | 0.009298 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 3.038967 | -0.062391 | 3.038967 | -0.371276 | -0.677512 | 1.191949 | 1.176908 | -0.295326 | 0.003449 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 2.935467 | 2.935467 | 0.003110 | -0.616305 | 0.251699 | -0.220891 | -0.379469 | 1.093458 | -0.487201 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 2.730188 | 2.730188 | -0.003132 | -0.558159 | -0.880589 | -0.312617 | -0.457023 | 0.563664 | 0.164475 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 7.739085 | 7.739085 | 0.494960 | 0.437698 | 0.150771 | -0.414724 | 0.391734 | 2.581137 | -0.199106 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Temporal Discontinuties | 3.689629 | -0.218850 | 1.484302 | -0.091991 | -0.385124 | -0.023562 | 3.470407 | -0.090124 | 3.689629 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Temporal Variability | 3.277775 | 1.238063 | -0.233301 | -0.598854 | -0.149082 | 3.277775 | 1.095988 | 2.405668 | -0.078898 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Temporal Discontinuties | 5.573500 | -0.253373 | 2.842997 | -0.841589 | -0.428097 | 0.703708 | 2.921743 | -0.293234 | 5.573500 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 3.267308 | -0.304499 | 3.267308 | -0.678803 | -0.630118 | 1.333557 | 2.636725 | -0.598193 | 2.811112 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Temporal Discontinuties | 3.597127 | 1.388840 | -0.094697 | -0.202580 | -0.002879 | 0.530088 | 0.019835 | 3.597127 | 0.018882 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 2.677356 | -0.164765 | 2.677356 | -0.802938 | -0.361769 | 1.365492 | 1.139298 | -0.708973 | 1.145637 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Temporal Discontinuties | 5.887933 | 0.215041 | 5.803863 | 0.091806 | -0.682036 | -0.637264 | 2.037543 | 0.756196 | 5.887933 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Temporal Discontinuties | 7.611050 | 3.933807 | 0.486283 | -0.655576 | -0.701113 | 3.379419 | 0.977657 | 7.611050 | 0.268663 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | -0.008214 | -0.008214 | -0.141714 | -0.805065 | -0.621624 | -0.064766 | -0.742455 | -0.516421 | -0.341009 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | ee Temporal Discontinuties | 0.646224 | -0.474128 | -0.613993 | -0.639842 | -1.111296 | -0.526516 | -0.676805 | 0.500680 | 0.646224 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | ee Temporal Variability | 0.985998 | -0.209048 | 0.089928 | -0.571618 | -0.982943 | 0.985998 | 0.282025 | 0.563386 | 0.908080 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Temporal Discontinuties | 1.804857 | -0.018575 | -0.164250 | 0.239079 | -0.427971 | 0.106152 | 0.396898 | 1.804857 | 0.822275 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Temporal Discontinuties | 1.999363 | 0.329442 | -0.118349 | -0.506414 | -0.862563 | 0.353219 | -0.067996 | -0.019873 | 1.999363 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Temporal Variability | 1.268773 | -0.299032 | -0.004276 | -0.766411 | -0.018024 | 0.121299 | 1.268773 | -0.417662 | 1.081914 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Power | 0.310393 | -0.652297 | -0.089392 | -0.847481 | 0.310393 | -1.036889 | -0.535541 | -0.482795 | 0.126763 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Temporal Discontinuties | 2.738850 | -0.471075 | -0.620018 | 0.018010 | -1.108644 | -0.793202 | -1.075722 | 2.738850 | -0.397779 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Temporal Discontinuties | 1.753555 | -0.060619 | -0.165107 | -0.892079 | -0.300589 | -0.718374 | -0.933186 | -0.240689 | 1.753555 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Temporal Discontinuties | 2.086014 | -0.259086 | -0.151645 | -0.451157 | -0.803574 | -1.244196 | -0.853742 | 2.086014 | -0.416660 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Temporal Discontinuties | 0.860482 | -0.124359 | -0.331431 | -0.868484 | -0.394979 | -0.796226 | -1.162744 | -0.317683 | 0.860482 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | ee Temporal Discontinuties | 11.745474 | 0.973883 | -0.125917 | -0.049169 | -0.370087 | 0.556204 | -1.028646 | 11.745474 | 1.745105 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Temporal Discontinuties | 2.525769 | -0.088099 | -0.290585 | -0.018698 | -1.003961 | -1.026878 | -1.170008 | 2.525769 | 0.760826 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Temporal Variability | 2.464153 | 0.860874 | 0.604093 | -1.046560 | -1.375601 | 2.464153 | 0.082305 | -0.631670 | -0.362338 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | nn Shape | 1.547411 | 0.940223 | 1.547411 | -0.933520 | -0.041862 | 0.449861 | 0.963136 | -0.681220 | 0.471372 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | ee Temporal Discontinuties | 75.352019 | 0.844035 | 15.311416 | -0.693350 | 8.978048 | 2.372402 | 14.243842 | 5.859756 | 75.352019 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | ee Temporal Discontinuties | 26.537398 | 0.727391 | 1.218261 | -1.553171 | -0.512443 | 2.565710 | 3.441617 | 26.537398 | 3.479918 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4 | 1 | RF_maintenance | ee Temporal Discontinuties | 7.434680 | 0.510117 | 0.627230 | -1.195590 | -1.035769 | -0.059570 | 1.053661 | 7.434680 | -0.084680 |